110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 249847 6683147 249847 2840683608 2840683608 0 0 Informatique IN IC Faculté informatique et communications School of Computer and Communication Sciences !itffichecours.htm?ww_i_matiere=3520364522&ww_x_anneeAcad=2840683608&ww_i_section=249847&ww_i_niveau=6683147 1696552884 1696552963 2025-2026 COURSE BOOKLET CS-500 AI product management AI product management Lecturers Kaboli Amin, Zamir Amir Language of teaching English Cursus Communication Systems - master program(2025-2026, SC - Master EPFL 2024)
Communication Systems - master program(2025-2026, SC - Master EPFL 2025)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2024)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2025)
Computer Science(2025-2026, IN - Master 2024)
Computer Science(2025-2026, IN - Master 2025)
Data Science(2025-2026, SC_DS - Master 2024)
Data Science(2025-2026, SC_DS - Master 2025)
Digital Humanities(2025-2026, DH - Master 2024)
Digital Humanities(2025-2026, DH - Master 2025)
SemesterMand.OptionFilières
MA1, MA3x
MA1, MA3xK
 Credits 6 Withdrawal Unauthorized It is not allowed to withdraw from this subject after the registration deadline. Session Winter Workload 180h Exam During the semester Number of positions Il n'est pas autorisé de se retirer de cette matière après le délai d'inscription. Semester Fall Weeks 14 Hours 7 weekly
Courses 2 weekly
Exercises 2 weekly
Project 3 weekly
Study planSemesterMand.OptionFilières
Cyber security 2025-26MA1x
Cyber security 2025-26MA3x
Data Science 2025-26MA1x
Data Science 2025-26MA3x
Humanités digitales 2025-26MA1x
Humanités digitales 2025-26MA3x
Informatique 2025-26MA1xK
Informatique 2025-26MA3xK
Systèmes de communication 2025-26MA1x
Systèmes de communication 2025-26MA3x
Cursus Sem. Type
Computer science MA1, MA3 Opt.
Cybersecurity MA1, MA3 Opt.
Data Science MA1, MA3 Opt.
Digital Humanities MA1, MA3 Opt.
SC master EPFL MA1, MA3 Opt.
Summary The course focuses on the development of real-word AI/ML products. It is intended for students who have acquired a theoretical background in AI/ML and are interested in applying that toward developing AI/ML-oriented products. Content

AI is set to transform several industry sectors, and there is high demand for AI product managers. AI Product Management (AIPM) is a complex role that requires an understanding of both AI and product management. This course will enable students to identify opportunities for developing new AI products, understand when they should use AI in an existing product/process, manage the development of AI products, and launch AI products successfully. The lectures will introduce general product management to the students, and the guest lectures, by leading figures in AI industries, explain how the general product management skills are applied to the development and delivery of AI products.

 

Module 1: Introduction to AI Product Management (AIPM)

  • The rise of AIPM: what is it and why are AI product managers becoming essential?
  • Core challenges: What makes AIPM uniquely complex?
  • Success in AIPM: What defines a successful AI product/project?

Module 2: AI Product Discovery

  • Identify the problem clearly: Understand customer needs, user profiles, value proposition, and competitor landscape.
  • Address critical risks early: Analyze and test risks related to value, usability, feasibility, and viability.
  • Build and test the right MVP: Identify the problem, prioritize assumptions, set success criteria, choose MVP type, deliver, and iterate.
  • Refining AI Product Strategy: Use insights from discovery to re-shape the vision, startegy, define the roadmap, and document the product journey (PRD).

Module 3: AI Product Development

  • Master agile and iterative development
  • Align design, testing, and development of AI systems
  • Manage data readiness and feasibility
  • Foster team dynamics and ethical development practices
  • Communicate effectively with stakeholders

Module 4: AI Product Delivery

  • Planning and executing a successful AI product launch
  • Market AI capabilities effectively
  • Ensure monitoring, user adoption, and continuous improvement
  • Address governance, trust, and responsible AI
 Keywords

Artificial Intelligence (AI), AI product managers, Innovation

 Learning Prerequisites Required courses

CS-233 Introduction to machine learning or CS-433 Machinie learning or equivalent course on the basics of machine learning and deep learning

 Important concepts to start the course
  • Python programming
  • Bascis of deep learning and machine learning
  • Basics of probability and statistics
 Learning Outcomes By the end of the course, the student must be able to:
  • and understand opportunities for an AI product or using AI within an existing product
  • the development of AI features
  • Launch AI products successfully
 Transversal skills
  • Demonstrate the capacity for critical thinking
  • Evaluate one's own performance in the team, receive and respond appropriately to feedback.
  • Communicate effectively, being understood, including across different languages and cultures.
  • Set objectives and design an action plan to reach those objectives.
  • Chair a meeting to achieve a particular agenda, maximising participation.
  • Resolve conflicts in ways that are productive for the task and the people concerned.
  • Make an oral presentation.
  • Take account of the social and human dimensions of the engineering profession.
 Teaching methods
  • Formal lectures
  • Group activities
  • Class discussions
  • Simulation games
  • Hands-on exercises
  • Project-based learning
  • Real-world case studies
  • Guest lectures by leading academic and industry figuers

 

 Expected student activities
  • Individual : Case evaluations, self-study, class discussions
  • In-group : In-class exercises, projects, simulations games
  • Presentation : Weekly presentations of assignments in coaching sessions
 Assessment methods

Continuous evaluation of case reports, proejcts, individual and group presentations, class discussions, during the semester. More precisely :

25% Weekly in-class work and engagement

45% Class assignments, presentations, projects, and case reports

30% Final (final report and presentation and understanding of the case)

 Supervision Office hours Yes Assistants Yes Forum Yes Resources Bibliography Ressources en bibliothèque
  • Find the references at the Libraryhttps://slsp-epfl.primo.exlibrisgroup.com/discovery/search?query=course_code,contains,%22CS-500%202025-2026%22,AND&tab=41SLSP_EPF_MyInst_and_CI&search_scope=MyInst_and_CI&vid=41SLSP_EPF:prod&lang=fr&mode=advanced&offset=0
 Moodle Link Informatique, 2025-2026, Master semestre 1 Computer Science, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Informatique IN Computer Science IN
Informatique IN Computer Science IN
K optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Informatique, 2025-2026, Master semestre 3 Computer Science, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Informatique IN Computer Science IN
Informatique IN Computer Science IN
K optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Data Science, 2025-2026, Master semestre 1 Data Science, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Data Science, 2025-2026, Master semestre 3 Data Science, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Humanités digitales, 2025-2026, Master semestre 1 Digital Humanities, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Humanités digitales, 2025-2026, Master semestre 3 Digital Humanities, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2025-2026, Master semestre 1 Computer Science - Cybersecurity, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2025-2026, Master semestre 3 Computer Science - Cybersecurity, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Systèmes de communication - master, 2025-2026, Master semestre 1 Communication Systems - master program, 2025-2026, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 1 MA1 HIVER Master semester 1 MA1 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
Systèmes de communication - master, 2025-2026, Master semestre 3 Communication Systems - master program, 2025-2026, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 3 MA3 HIVER Master semester 3 MA3 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3 Projet Project Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Kaboli Amin 186754
Génie mécanique GM Mechanical Engineering GM
Roshan Zamir Amir 183631
Informatique IN Computer Science IN
3520364522 AI product management AI product management 6
Pendant le semestre During the semester Crédit Credits 6 Session hiver Session winter HIV HIV
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FO_fin HTML_debut &#951; HTML_fin JS_debut \x26#951; JS_fin CODE72092805 BOOLEAN_Symbol BaliseJS_debut \x5bETA\x5d BaliseJS_fin Balise_debut [ETA] Balise_fin FO_debut [inline]=&#919; FO_fin HTML_debut &#919; HTML_fin JS_debut \x26#919; JS_fin BALISE_SOULIGNER BOOLEAN_Symbol BaliseJS_debut \x5bu\x5d BaliseJS_fin \x5b\x2fu\x5d Balise_debut [u] Balise_fin [/u] FO_debut text-decoration=underline FO_fin text-decoration=none HTML_debut <u> HTML_fin </u> JS_debut \x3cu\x3e JS_fin \x3c\x2fu\x3e CODE72092388 BOOLEAN_Symbol BaliseJS_debut \x5bpsi\x5d BaliseJS_fin Balise_debut [psi] Balise_fin FO_debut [inline]=&#968; FO_fin HTML_debut &#968; HTML_fin JS_debut \x26#968; JS_fin CODE72092541 BOOLEAN_Symbol BaliseJS_debut \x5bPSI\x5d BaliseJS_fin Balise_debut [PSI] Balise_fin FO_debut [inline]=&#936; FO_fin HTML_debut &#936; HTML_fin JS_debut \x26#936; JS_fin CODE140502511 BOOLEAN_Symbol 1 BaliseJS_debut \x5brho\x5d BaliseJS_fin Balise_debut [rho] Balise_fin FO_debut [inline]=&#961; FO_fin HTML_debut &#961; HTML_fin JS_debut \x26#961; JS_fin CODE140504636 BOOLEAN_Symbol 1 BaliseJS_debut \x5bRHO\x5d BaliseJS_fin Balise_debut [RHO] Balise_fin FO_debut [inline]=&#929; FO_fin HTML_debut &#929; HTML_fin JS_debut \x26#929; JS_fin CODE148292791 BOOLEAN_Symbol BaliseJS_debut \x5bepsilon\x5d BaliseJS_fin Balise_debut [epsilon] Balise_fin FO_debut [inline]=&#949; FO_fin HTML_debut &#949; HTML_fin JS_debut \x26#949; JS_fin CODE169976220 BOOLEAN_Symbol BaliseJS_debut \x5blig\x5d BaliseJS_fin Balise_debut [lig] Balise_fin FO_debut [inline]=&#x203A;&#160;&#160; FO_fin HTML_debut &#x203A;&#160;&#160; HTML_fin JS_debut \x26#x203A;\x26#160;\x26#160; JS_fin CODE148292899 BOOLEAN_Symbol BaliseJS_debut \x5bEPSILON\x5d BaliseJS_fin Balise_debut [EPSILON] Balise_fin FO_debut [inline]=&#917; FO_fin HTML_debut &#917; HTML_fin JS_debut \x26#917; JS_fin BALISETXT_SAUT BOOLEAN_Symbol BaliseJS_debut \x5bbr\x2f\x5d BaliseJS_fin Balise_debut [br/] Balise_fin FO_debut FO_fin HTML_debut <br/> HTML_fin JS_debut \x3cbr\x2f\x3e JS_fin 3520364522 AI product management AI product management anglais Roshan Zamir Amir 183631 Kaboli Amin 186754 249847